I am using ubuntu 18.04. I was facing the same problem. I run this piece of command in terminal and problem is resolved.
sudo chown $USER /dev/kvm
the above command is for all the user present in your system.
If you want to give access to only a specific user then run this command
sudo chown UserNameHere /dev/kvm